{"id":"https://openalex.org/W4353096285","doi":"https://doi.org/10.1016/j.neuroimage.2023.119986","title":"Predicting future depressive episodes from resting-state fMRI with generative embedding","display_name":"Predicting future depressive episodes from resting-state fMRI with generative embedding","publication_year":2023,"publication_date":"2023-03-22","ids":{"openalex":"https://openalex.org/W4353096285","doi":"https://doi.org/10.1016/j.neuroimage.2023.119986","pmid":"https://pubmed.ncbi.nlm.nih.gov/36958617"},"language":"en","primary_location":{"id":"doi:10.1016/j.neuroimage.2023.119986","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2023.119986","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.neuroimage.2023.119986","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043580995","display_name":"Herman Galioulline","orcid":"https://orcid.org/0000-0001-6007-8932"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Herman Galioulline","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland. Electronic address: galioulline@biomed.ee.ethz.ch","Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland. Electronic address: galioulline@biomed.ee.ethz.ch","institution_ids":["https://openalex.org/I4210090941"]},{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084032582","display_name":"Stefan Fr\u00e4ssle","orcid":"https://orcid.org/0000-0002-8011-2226"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Stefan Fr\u00e4ssle","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039545840","display_name":"Samuel J. Harrison","orcid":"https://orcid.org/0000-0002-5886-2389"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Samuel J. Harrison","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083592706","display_name":"In\u00eas Pereira","orcid":"https://orcid.org/0000-0002-0783-3342"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"In\u00eas Pereira","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069332014","display_name":"Jakob Heinzle","orcid":"https://orcid.org/0000-0001-5228-041X"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jakob Heinzle","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016719332","display_name":"Klaas \u0395. Stephan","orcid":"https://orcid.org/0000-0002-8594-9092"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210090941","display_name":"Institute for Biomedical Engineering","ror":"https://ror.org/00baskk38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I202697423","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210090941"]},{"id":"https://openalex.org/I4210110850","display_name":"Max Planck Institute for Metabolism Research","ror":"https://ror.org/0199g0r92","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210110850"]}],"countries":["CH","DE"],"is_corresponding":false,"raw_author_name":"Klaas Enno Stephan","raw_affiliation_strings":["Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland; Max Planck Institute for Metabolism Research, Cologne, Germany","Max Planck Institute for Metabolism Research, Cologne, Germany","Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland"],"affiliations":[{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland; Max Planck Institute for Metabolism Research, Cologne, Germany","institution_ids":["https://openalex.org/I4210090941"]},{"raw_affiliation_string":"Max Planck Institute for Metabolism Research, Cologne, Germany","institution_ids":["https://openalex.org/I4210110850"]},{"raw_affiliation_string":"Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich & ETH Zurich, Zurich 8032, Switzerland","institution_ids":["https://openalex.org/I4210090941","https://openalex.org/I202697423","https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5043580995"],"corresponding_institution_ids":["https://openalex.org/I202697423","https://openalex.org/I35440088","https://openalex.org/I4210090941"],"apc_list":{"value":3450,"currency":"USD","value_usd":3450},"apc_paid":{"value":3450,"currency":"USD","value_usd":3450},"fwci":2.4245,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88572302,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"273","issue":null,"first_page":"119986","last_page":"119986"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5904865860939026},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5751166343688965},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.5565137267112732},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.540179431438446},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5103089213371277},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.49831676483154297},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4927816689014435},{"id":"https://openalex.org/keywords/resting-state-fmri","display_name":"Resting state fMRI","score":0.49140989780426025},{"id":"https://openalex.org/keywords/test-set","display_name":"Test set","score":0.46753451228141785},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4622613489627838},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.4468126893043518},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4113452434539795},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39494821429252625},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39184948801994324},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.3361812233924866},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.32620036602020264},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.20795106887817383},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.20143204927444458},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17744866013526917}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5904865860939026},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5751166343688965},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.5565137267112732},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.540179431438446},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5103089213371277},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49831676483154297},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4927816689014435},{"id":"https://openalex.org/C66324658","wikidata":"https://www.wikidata.org/wiki/Q7316120","display_name":"Resting state fMRI","level":2,"score":0.49140989780426025},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.46753451228141785},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4622613489627838},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.4468126893043518},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4113452434539795},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39494821429252625},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39184948801994324},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3361812233924866},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.32620036602020264},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.20795106887817383},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.20143204927444458},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17744866013526917},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Major Depressive Disorder","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003865","descriptor_name":"Depressive Disorder, Major","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.neuroimage.2023.119986","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2023.119986","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},{"id":"pmid:36958617","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36958617","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":null},{"id":"pmh:oai:doaj.org/article:d6779cbec7164983b8170a72c9f8f107","is_oa":true,"landing_page_url":"https://doaj.org/article/d6779cbec7164983b8170a72c9f8f107","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NeuroImage, Vol 273, Iss , Pp 119986- (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.neuroimage.2023.119986","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2023.119986","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1450905863","display_name":"Computational neuroimaging of predictive coding in interoception","funder_award_id":"179377","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G415830993","display_name":null,"funder_award_id":"320030_179377","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G4708331447","display_name":"Messung der positiven und negativen Ionenzusammen- setzung in der Stratosph\u00e4re mit einem Doppelmas- senspektrometer.","funder_award_id":"20030","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G6710136415","display_name":null,"funder_award_id":"project grant","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G880118091","display_name":null,"funder_award_id":"320030","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320329329","display_name":"Ren\u00e9 und Susanne Braginsky Stiftung","ror":"https://ror.org/00gcc2a38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":106,"referenced_works":["https://openalex.org/W1549656520","https://openalex.org/W1678356000","https://openalex.org/W1756616509","https://openalex.org/W1959614677","https://openalex.org/W1967541074","https://openalex.org/W1988790447","https://openalex.org/W2004695100","https://openalex.org/W2015822010","https://openalex.org/W2016625584","https://openalex.org/W2031342795","https://openalex.org/W2061564920","https://openalex.org/W2066208486","https://openalex.org/W2071505844","https://openalex.org/W2079450984","https://openalex.org/W2104110230","https://openalex.org/W2107940314","https://openalex.org/W2112081648","https://openalex.org/W2117663940","https://openalex.org/W2118366819","https://openalex.org/W2122111042","https://openalex.org/W2128203233","https://openalex.org/W2131398580","https://openalex.org/W2132175842","https://openalex.org/W2132324173","https://openalex.org/W2133352409","https://openalex.org/W2139846893","https://openalex.org/W2142334664","https://openalex.org/W2147182129","https://openalex.org/W2154776925","https://openalex.org/W2157446241","https://openalex.org/W2161278885","https://openalex.org/W2167459234","https://openalex.org/W2219464405","https://openalex.org/W2402346616","https://openalex.org/W2460529817","https://openalex.org/W2469970817","https://openalex.org/W2487898712","https://openalex.org/W2499800833","https://openalex.org/W2522628945","https://openalex.org/W2546124122","https://openalex.org/W2579617530","https://openalex.org/W2593796352","https://openalex.org/W2594366375","https://openalex.org/W2607804943","https://openalex.org/W2607995088","https://openalex.org/W2612690371","https://openalex.org/W2613459819","https://openalex.org/W2738082385","https://openalex.org/W2768475644","https://openalex.org/W2791936566","https://openalex.org/W2798099314","https://openalex.org/W2803973828","https://openalex.org/W2885176719","https://openalex.org/W2886208406","https://openalex.org/W2910283603","https://openalex.org/W2911964244","https://openalex.org/W2913279780","https://openalex.org/W2920990269","https://openalex.org/W2950606404","https://openalex.org/W2963389298","https://openalex.org/W2966429791","https://openalex.org/W2971837286","https://openalex.org/W2975119458","https://openalex.org/W2977883299","https://openalex.org/W2979650665","https://openalex.org/W2988793804","https://openalex.org/W2990091959","https://openalex.org/W2993211385","https://openalex.org/W2998505151","https://openalex.org/W3003967326","https://openalex.org/W3007585030","https://openalex.org/W3007793278","https://openalex.org/W3013737540","https://openalex.org/W3024441204","https://openalex.org/W3028040323","https://openalex.org/W3030329664","https://openalex.org/W3080221164","https://openalex.org/W3092849554","https://openalex.org/W3109375959","https://openalex.org/W3114734180","https://openalex.org/W3120153757","https://openalex.org/W3122544540","https://openalex.org/W3128794716","https://openalex.org/W3131648174","https://openalex.org/W3132352296","https://openalex.org/W3138306241","https://openalex.org/W3152623288","https://openalex.org/W3163347207","https://openalex.org/W3200917814","https://openalex.org/W4205208574","https://openalex.org/W4205900283","https://openalex.org/W4210587942","https://openalex.org/W4225264482","https://openalex.org/W4226085448","https://openalex.org/W4234804332","https://openalex.org/W4283661181","https://openalex.org/W4285601019","https://openalex.org/W4295750005","https://openalex.org/W6611762666","https://openalex.org/W6636501900","https://openalex.org/W6637242042","https://openalex.org/W6682981795","https://openalex.org/W6737947904","https://openalex.org/W6764568610","https://openalex.org/W6788024669","https://openalex.org/W6807786324"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W4287117424","https://openalex.org/W4387506531","https://openalex.org/W2087346071","https://openalex.org/W2967848559","https://openalex.org/W4299831724","https://openalex.org/W4283803360"],"abstract_inverted_index":{"After":[0],"a":[1,14,92,124,151,173,184],"first":[2],"episode":[3],"of":[4,32,44,67,86,98,120,128,133,162,267,278,288,294],"major":[5],"depressive":[6,137],"disorder":[7],"(MDD),":[8],"there":[9],"is":[10],"substantial":[11],"risk":[12],"for":[13,57,82,148,274,281],"long-term":[15],"remitting-relapsing":[16],"course.":[17],"Prevention":[18],"and":[19,150,167,206,255,283],"early":[20,276],"interventions":[21],"are":[22],"thus":[23],"critically":[24],"important.":[25],"Various":[26],"studies":[27],"have":[28],"examined":[29,159],"the":[30,41,65,105,140,160,190,195,203,207,219,248,275],"feasibility":[31],"detecting":[33],"at-risk":[34,280],"individuals":[35,279],"based":[36,177,229,239],"on":[37,178,194,218,230,240],"out-of-sample":[38],"predictions":[39,228,238],"about":[40],"future":[42,84,269],"occurrence":[43],"depression.":[45],"However,":[46,217],"functional":[47,79],"magnetic":[48],"resonance":[49],"imaging":[50],"(fMRI)":[51],"has":[52],"received":[53],"very":[54],"little":[55],"attention":[56],"this":[58],"purpose":[59],"so":[60],"far.":[61],"Here,":[62],"we":[63,157],"explored":[64],"utility":[66,290],"generative":[68,174,271],"models":[69],"(i.e.":[70],"different":[71,121],"dynamic":[72],"causal":[73],"models,":[74],"DCMs)":[75],"as":[76,78],"well":[77],"connectivity":[80,164],"(FC)":[81],"predicting":[83],"episodes":[85],"depression":[87,282],"in":[88],"never-depressed":[89],"adults,":[90],"using":[91,113],"large":[93],"dataset":[94],"(N":[95],"=":[96],"906)":[97],"task-free":[99],"(\"resting":[100],"state\")":[101],"fMRI":[102,295],"data":[103,298],"from":[104,115],"UK":[106],"Biobank":[107],"(UKB).":[108],"Connectivity":[109],"analyses":[110,263],"were":[111,252],"conducted":[112],"timeseries":[114],"pre-computed":[116],"spatially":[117],"independent":[118],"components":[119],"dimensionalities.":[122],"Over":[123],"three-year":[125],"period,":[126],"50%":[127,142],"selected":[129],"participants":[130],"showed":[131],"indications":[132],"at":[134],"least":[135],"one":[136],"episode,":[138],"while":[139],"other":[141,297],"did":[143],"not.":[144],"Using":[145],"nested":[146],"cross-validation":[147],"training":[149,196],"held-out":[152],"test":[153,208,220],"set":[154,197,209],"(80/20":[155],"split),":[156],"systematically":[158],"combination":[161,293],"8":[163],"feature":[165],"sets":[166],"17":[168],"classifiers.":[169],"We":[170],"found":[171],"that":[172,247,284],"embedding":[175,272],"procedure":[176],"combining":[179],"regression":[180],"DCM":[181],"(rDCM)":[182],"with":[183,296],"support":[185],"vector":[186],"machine":[187],"(SVM)":[188],"enabled":[189],"best":[191],"predictions,":[192],"both":[193],"(0.63":[198],"accuracy,":[199,211,233],"0.66":[200],"area":[201],"under":[202],"curve,":[204],"AUC)":[205],"(0.62":[210],"0.64":[212],"AUC;":[213],"p":[214],"<":[215],"0.001).":[216],"set,":[221],"rDCM":[222],"was":[223],"only":[224],"slightly":[225],"superior":[226],"to":[227,258],"FC":[231],"(0.59":[232],"0.61":[234],"AUC).":[235],"Interpreting":[236],"model":[237],"SHAP":[241],"(SHapley":[242],"Additive":[243],"exPlanations)":[244],"values":[245],"suggested":[246],"most":[249],"predictive":[250],"connections":[251],"widely":[253],"distributed":[254],"not":[256],"confined":[257],"specific":[259],"networks.":[260],"Overall,":[261],"our":[262],"suggest":[264],"(i)":[265],"ways":[266],"improving":[268],"fMRI-based":[270],"approaches":[273],"detection":[277],"(ii)":[285],"achieving":[286],"accuracies":[287],"clinical":[289],"may":[291],"require":[292],"modalities.":[299]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}